32_Model_explainability.ipynb
1 { 2 "nbformat": 4, 3 "nbformat_minor": 0, 4 "metadata": { 5 "kernelspec": { 6 "name": "python3", 7 "display_name": "Python 3", 8 "language": "python" 9 }, 10 "language_info": { 11 "name": "python", 12 "version": "3.7.6", 13 "mimetype": "text/x-python", 14 "codemirror_mode": { 15 "name": "ipython", 16 "version": 3 17 }, 18 "pygments_lexer": "ipython3", 19 "nbconvert_exporter": "python", 20 "file_extension": ".py" 21 }, 22 "colab": { 23 "provenance": [] 24 } 25 }, 26 "cells": [ 27 { 28 "cell_type": "markdown", 29 "metadata": { 30 "id": "POWZoSJR6XzK" 31 }, 32 "source": [ 33 "# Model explainability\n", 34 "\n", 35 "Neural/transformers based approaches have recently made amazing advancements. But it is difficult to understand how models make decisions. This is especially important in sensitive areas where models are being used to drive critical decisions.\n", 36 "\n", 37 "This notebook will cover how to gain a level of understanding of complex natural language model outputs." 38 ] 39 }, 40 { 41 "cell_type": "markdown", 42 "metadata": { 43 "id": "qa_PPKVX6XzN" 44 }, 45 "source": [ 46 "# Install dependencies\n", 47 "\n", 48 "Install `txtai` and all dependencies." 49 ] 50 }, 51 { 52 "cell_type": "code", 53 "metadata": { 54 "_uuid": "8f2839f25d086af736a60e9eeb907d3b93b6e0e5", 55 "_cell_guid": "b1076dfc-b9ad-4769-8c92-a6c4dae69d19", 56 "trusted": true, 57 "_kg_hide-output": true, 58 "id": "24q-1n5i6XzQ" 59 }, 60 "source": [ 61 "%%capture\n", 62 "!pip install git+https://github.com/neuml/txtai#egg=txtai[pipeline] shap" 63 ], 64 "execution_count": null, 65 "outputs": [] 66 }, 67 { 68 "cell_type": "markdown", 69 "source": [ 70 "# Semantic Search\n", 71 "\n", 72 "The first example we'll cover is semantic search. Semantic search applications have an understanding of natural language and identify results that have the same meaning, not necessarily the same keywords. While this produces higher quality results, one advantage of keyword search is it's easy to understand why a result why selected. The keyword is there.\n", 73 "\n", 74 "Let's see if we can gain a better understanding of semantic search output. " 75 ], 76 "metadata": { 77 "id": "snon4fqZbalQ" 78 } 79 }, 80 { 81 "cell_type": "code", 82 "source": [ 83 "from txtai.embeddings import Embeddings\n", 84 "\n", 85 "data = [\"US tops 5 million confirmed virus cases\",\n", 86 " \"Canada's last fully intact ice shelf has suddenly collapsed, forming a Manhattan-sized iceberg\",\n", 87 " \"Beijing mobilises invasion craft along coast as Taiwan tensions escalate\",\n", 88 " \"The National Park Service warns against sacrificing slower friends in a bear attack\",\n", 89 " \"Maine man wins $1M from $25 lottery ticket\",\n", 90 " \"Make huge profits without work, earn up to $100,000 a day\"]\n", 91 "\n", 92 "# Create embeddings index with content enabled. The default behavior is to only store indexed vectors.\n", 93 "embeddings = Embeddings({\"path\": \"sentence-transformers/nli-mpnet-base-v2\", \"content\": True})\n", 94 "\n", 95 "# Create an index for the list of text\n", 96 "embeddings.index([(uid, text, None) for uid, text in enumerate(data)])\n", 97 "\n", 98 "# Run a search\n", 99 "embeddings.explain(\"feel good story\", limit=1)" 100 ], 101 "metadata": { 102 "id": "MnRR8pTzK8h4", 103 "colab": { 104 "base_uri": "https://localhost:8080/" 105 }, 106 "outputId": "956e405c-568b-44bc-b8ea-d4b6f3cea9b5" 107 }, 108 "execution_count": null, 109 "outputs": [ 110 { 111 "output_type": "execute_result", 112 "data": { 113 "text/plain": [ 114 "[{'id': '4',\n", 115 " 'score': 0.08329004049301147,\n", 116 " 'text': 'Maine man wins $1M from $25 lottery ticket',\n", 117 " 'tokens': [('Maine', 0.003297939896583557),\n", 118 " ('man', -0.03039500117301941),\n", 119 " ('wins', 0.03406312316656113),\n", 120 " ('$1M', -0.03121592104434967),\n", 121 " ('from', -0.02270638197660446),\n", 122 " ('$25', 0.012891143560409546),\n", 123 " ('lottery', -0.015372440218925476),\n", 124 " ('ticket', 0.007445111870765686)]}]" 125 ] 126 }, 127 "metadata": {}, 128 "execution_count": 29 129 } 130 ] 131 }, 132 { 133 "cell_type": "markdown", 134 "source": [ 135 "The `explain` method above ran an embeddings query like `search` but also analyzed each token to determine term importance. Looking at the results, it appears that `win` is the most important term. Let's visualize it." 136 ], 137 "metadata": { 138 "id": "ZEkXurdobRKL" 139 } 140 }, 141 { 142 "cell_type": "code", 143 "source": [ 144 "from IPython.display import HTML\n", 145 "\n", 146 "def plot(query):\n", 147 " result = embeddings.explain(query, limit=1)[0]\n", 148 "\n", 149 " output = f\"<b>{query}</b><br/>\"\n", 150 " spans = []\n", 151 " for token, score in result[\"tokens\"]:\n", 152 " color = None\n", 153 " if score >= 0.1:\n", 154 " color = \"#fdd835\"\n", 155 " elif score >= 0.075:\n", 156 " color = \"#ffeb3b\"\n", 157 " elif score >= 0.05:\n", 158 " color = \"#ffee58\"\n", 159 " elif score >= 0.02:\n", 160 " color = \"#fff59d\"\n", 161 "\n", 162 " spans.append((token, score, color))\n", 163 "\n", 164 " if result[\"score\"] >= 0.05 and not [color for _, _, color in spans if color]:\n", 165 " mscore = max([score for _, score, _ in spans])\n", 166 " spans = [(token, score, \"#fff59d\" if score == mscore else color) for token, score, color in spans]\n", 167 "\n", 168 " for token, _, color in spans:\n", 169 " if color:\n", 170 " output += f\"<span style='background-color: {color}'>{token}</span> \"\n", 171 " else:\n", 172 " output += f\"{token} \"\n", 173 "\n", 174 " return output\n", 175 "\n", 176 "HTML(plot(\"feel good story\"))" 177 ], 178 "metadata": { 179 "colab": { 180 "base_uri": "https://localhost:8080/", 181 "height": 52 182 }, 183 "id": "klJYGOrypXUL", 184 "outputId": "88959716-1dcc-4fee-d784-cb398aa87eb5" 185 }, 186 "execution_count": null, 187 "outputs": [ 188 { 189 "output_type": "execute_result", 190 "data": { 191 "text/plain": [ 192 "<IPython.core.display.HTML object>" 193 ], 194 "text/html": [ 195 "<b>feel good story</b><br/>Maine man <span style='background-color: #fff59d'>wins</span> $1M from $25 lottery ticket " 196 ] 197 }, 198 "metadata": {}, 199 "execution_count": 30 200 } 201 ] 202 }, 203 { 204 "cell_type": "markdown", 205 "source": [ 206 "Let's try some more queries!" 207 ], 208 "metadata": { 209 "id": "CCHqZffacPVh" 210 } 211 }, 212 { 213 "cell_type": "code", 214 "source": [ 215 "output = \"\"\n", 216 "for query in [\"feel good story\", \"climate change\", \"public health story\", \"war\", \"wildlife\", \"asia\", \"lucky\", \"dishonest junk\"]:\n", 217 " output += plot(query) + \"<br/><br/>\"\n", 218 "\n", 219 "HTML(output)" 220 ], 221 "metadata": { 222 "colab": { 223 "base_uri": "https://localhost:8080/", 224 "height": 434 225 }, 226 "id": "OOc8OfKfcpPL", 227 "outputId": "75541eb6-f607-42b7-c2c8-43346fa7da8f" 228 }, 229 "execution_count": null, 230 "outputs": [ 231 { 232 "output_type": "execute_result", 233 "data": { 234 "text/plain": [ 235 "<IPython.core.display.HTML object>" 236 ], 237 "text/html": [ 238 "<b>feel good story</b><br/>Maine man <span style='background-color: #fff59d'>wins</span> $1M from $25 lottery ticket <br/><br/><b>climate change</b><br/>Canada's last fully intact ice shelf <span style='background-color: #fff59d'>has</span> <span style='background-color: #fff59d'>suddenly</span> collapsed, forming a Manhattan-sized iceberg <br/><br/><b>public health story</b><br/>US tops 5 million <span style='background-color: #fff59d'>confirmed</span> <span style='background-color: #ffee58'>virus</span> cases <br/><br/><b>war</b><br/>Beijing mobilises <span style='background-color: #ffee58'>invasion</span> <span style='background-color: #fff59d'>craft</span> <span style='background-color: #fff59d'>along</span> coast as Taiwan tensions escalate <br/><br/><b>wildlife</b><br/>The National <span style='background-color: #ffeb3b'>Park</span> Service warns against sacrificing <span style='background-color: #fff59d'>slower</span> friends in a <span style='background-color: #ffeb3b'>bear</span> attack <br/><br/><b>asia</b><br/>Beijing mobilises invasion craft along coast as <span style='background-color: #fff59d'>Taiwan</span> tensions escalate <br/><br/><b>lucky</b><br/>Maine man wins $1M from $25 <span style='background-color: #fff59d'>lottery</span> ticket <br/><br/><b>dishonest junk</b><br/>Make huge <span style='background-color: #fff59d'>profits</span> without work, earn up to $100,000 a day <br/><br/>" 239 ] 240 }, 241 "metadata": {}, 242 "execution_count": 31 243 } 244 ] 245 }, 246 { 247 "cell_type": "markdown", 248 "source": [ 249 "There is also a batch method that can run bulk explainations more efficently. " 250 ], 251 "metadata": { 252 "id": "WOa54eJ-c9nc" 253 } 254 }, 255 { 256 "cell_type": "code", 257 "source": [ 258 "queries = [\"feel good story\", \"climate change\", \"public health story\", \"war\", \"wildlife\", \"asia\", \"lucky\", \"dishonest junk\"]\n", 259 "results = embeddings.batchexplain(queries, limit=1)\n", 260 "\n", 261 "for x, result in enumerate(results):\n", 262 " print(result)" 263 ], 264 "metadata": { 265 "colab": { 266 "base_uri": "https://localhost:8080/" 267 }, 268 "id": "viuEwL4scQjx", 269 "outputId": "cb65e678-b694-4fe6-eb94-dea821bda643" 270 }, 271 "execution_count": null, 272 "outputs": [ 273 { 274 "output_type": "stream", 275 "name": "stdout", 276 "text": [ 277 "[{'id': '4', 'text': 'Maine man wins $1M from $25 lottery ticket', 'score': 0.08329004049301147, 'tokens': [('Maine', 0.003297939896583557), ('man', -0.03039500117301941), ('wins', 0.03406312316656113), ('$1M', -0.03121592104434967), ('from', -0.02270638197660446), ('$25', 0.012891143560409546), ('lottery', -0.015372440218925476), ('ticket', 0.007445111870765686)]}]\n", 278 "[{'id': '1', 'text': \"Canada's last fully intact ice shelf has suddenly collapsed, forming a Manhattan-sized iceberg\", 'score': 0.24478264153003693, 'tokens': [(\"Canada's\", -0.026454076170921326), ('last', 0.017057165503501892), ('fully', 0.007285907864570618), ('intact', -0.005608782172203064), ('ice', 0.009459629654884338), ('shelf', -0.029393181204795837), ('has', 0.0253918319940567), ('suddenly', 0.021642476320266724), ('collapsed,', -0.030680224299430847), ('forming', 0.01910528540611267), ('a', -0.00890059769153595), ('Manhattan-sized', -0.023612067103385925), ('iceberg', -0.009710296988487244)]}]\n", 279 "[{'id': '0', 'text': 'US tops 5 million confirmed virus cases', 'score': 0.1701308637857437, 'tokens': [('US', -0.02426217496395111), ('tops', -0.04896041750907898), ('5', -0.040287598967552185), ('million', -0.04737819731235504), ('confirmed', 0.02050541341304779), ('virus', 0.05511370301246643), ('cases', -0.029122650623321533)]}]\n", 280 "[{'id': '2', 'text': 'Beijing mobilises invasion craft along coast as Taiwan tensions escalate', 'score': 0.2714069187641144, 'tokens': [('Beijing', -0.040329575538635254), ('mobilises', -0.01986941695213318), ('invasion', 0.06464864313602448), ('craft', 0.044328778982162476), ('along', 0.021214008331298828), ('coast', -0.01738378405570984), ('as', -0.02182626724243164), ('Taiwan', -0.020671993494033813), ('tensions', -0.007258296012878418), ('escalate', -0.01663634181022644)]}]\n", 281 "[{'id': '3', 'text': 'The National Park Service warns against sacrificing slower friends in a bear attack', 'score': 0.28424495458602905, 'tokens': [('The', -0.022544533014297485), ('National', -0.005589812994003296), ('Park', 0.08145171403884888), ('Service', -0.016785144805908203), ('warns', -0.03266721963882446), ('against', -0.032368004322052), ('sacrificing', -0.04440906643867493), ('slower', 0.034766435623168945), ('friends', 0.0013159513473510742), ('in', -0.008420556783676147), ('a', 0.015498429536819458), ('bear', 0.08734165132045746), ('attack', -0.011731922626495361)]}]\n", 282 "[{'id': '2', 'text': 'Beijing mobilises invasion craft along coast as Taiwan tensions escalate', 'score': 0.24338798224925995, 'tokens': [('Beijing', -0.032770439982414246), ('mobilises', -0.04045189917087555), ('invasion', -0.0015233010053634644), ('craft', 0.017402753233909607), ('along', 0.004210904240608215), ('coast', 0.0028585344552993774), ('as', -0.0018710196018218994), ('Taiwan', 0.01866382360458374), ('tensions', -0.011064544320106506), ('escalate', -0.029331132769584656)]}]\n", 283 "[{'id': '4', 'text': 'Maine man wins $1M from $25 lottery ticket', 'score': 0.06539873033761978, 'tokens': [('Maine', 0.012625649571418762), ('man', -0.013015367090702057), ('wins', -0.022461198270320892), ('$1M', -0.041918568313121796), ('from', -0.02305116504430771), ('$25', -0.029282495379447937), ('lottery', 0.02279689908027649), ('ticket', -0.009147539734840393)]}]\n", 284 "[{'id': '5', 'text': 'Make huge profits without work, earn up to $100,000 a day', 'score': 0.033823199570178986, 'tokens': [('Make', 0.0013405345380306244), ('huge', 0.002276904881000519), ('profits', 0.02767787780612707), ('without', -0.007079385221004486), ('work,', -0.019851915538311005), ('earn', -0.026906955987215042), ('up', 0.00074811652302742), ('to', 0.007462538778781891), ('$100,000', -0.03565136343240738), ('a', -0.009965047240257263), ('day', -0.0021888017654418945)]}]\n" 285 ] 286 } 287 ] 288 }, 289 { 290 "cell_type": "markdown", 291 "source": [ 292 "Of course, this method is supported through YAML-based applications and the API." 293 ], 294 "metadata": { 295 "id": "WWH6l9nOdD-l" 296 } 297 }, 298 { 299 "cell_type": "code", 300 "source": [ 301 "from txtai.app import Application\n", 302 "\n", 303 "app = Application(\"\"\"\n", 304 "writable: true\n", 305 "embeddings:\n", 306 " path: sentence-transformers/nli-mpnet-base-v2\n", 307 " content: true\n", 308 "\"\"\")\n", 309 "\n", 310 "app.add([{\"id\": uid, \"text\": text} for uid, text in enumerate(data)])\n", 311 "app.index()\n", 312 "\n", 313 "app.explain(\"feel good story\", limit=1)" 314 ], 315 "metadata": { 316 "colab": { 317 "base_uri": "https://localhost:8080/" 318 }, 319 "id": "Nwrd3v6cdKR_", 320 "outputId": "da949ae7-f681-4197-9df2-d5e2cb304f24" 321 }, 322 "execution_count": null, 323 "outputs": [ 324 { 325 "output_type": "execute_result", 326 "data": { 327 "text/plain": [ 328 "[{'id': '4',\n", 329 " 'score': 0.08329004049301147,\n", 330 " 'text': 'Maine man wins $1M from $25 lottery ticket',\n", 331 " 'tokens': [('Maine', 0.003297939896583557),\n", 332 " ('man', -0.03039500117301941),\n", 333 " ('wins', 0.03406312316656113),\n", 334 " ('$1M', -0.03121592104434967),\n", 335 " ('from', -0.02270638197660446),\n", 336 " ('$25', 0.012891143560409546),\n", 337 " ('lottery', -0.015372440218925476),\n", 338 " ('ticket', 0.007445111870765686)]}]" 339 ] 340 }, 341 "metadata": {}, 342 "execution_count": 33 343 } 344 ] 345 }, 346 { 347 "cell_type": "markdown", 348 "source": [ 349 "# Pipeline models\n", 350 "\n", 351 "txtai pipelines are wrappers around Hugging Face pipelines with logic to easily integrate with txtai's workflow framework. Given that, we can use the [SHAP](https://github.com/slundberg/shap) library to explain predictions.\n", 352 "\n", 353 "Let's try a sentiment analysis example." 354 ], 355 "metadata": { 356 "id": "RsRuLWYpdup_" 357 } 358 }, 359 { 360 "cell_type": "code", 361 "source": [ 362 "import shap\n", 363 "\n", 364 "from txtai.pipeline import Labels\n", 365 "\n", 366 "data = [\"Dodgers lose again, give up 3 HRs in a loss to the Giants\",\n", 367 " \"Massive dunk!!! they are now up by 15 with 2 minutes to go\"]\n", 368 "\n", 369 "labels = Labels(dynamic=False)\n", 370 "\n", 371 "# explain the model on two sample inputs\n", 372 "explainer = shap.Explainer(labels.pipeline) \n", 373 "shap_values = explainer(data)" 374 ], 375 "metadata": { 376 "id": "SnoPSv1-fxvF" 377 }, 378 "execution_count": null, 379 "outputs": [] 380 }, 381 { 382 "cell_type": "code", 383 "source": [ 384 "shap.plots.text(shap_values[0, :, \"NEGATIVE\"])" 385 ], 386 "metadata": { 387 "colab": { 388 "base_uri": 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'underline';document.getElementById('_fs_ljzrwgfganbhsqkqdlbg_ind_16').style.opacity = 1;document.getElementById('_fb_ljzrwgfganbhsqkqdlbg_ind_16').style.opacity = 1;\" onmouseout=\"document.getElementById('_tp_ljzrwgfganbhsqkqdlbg_ind_16').style.textDecoration = 'none';document.getElementById('_fs_ljzrwgfganbhsqkqdlbg_ind_16').style.opacity = 0;document.getElementById('_fb_ljzrwgfganbhsqkqdlbg_ind_16').style.opacity = 0;\" style=\"fill:rgb(0,0,0,0)\" /></svg><div align='center'><div style=\"color: rgb(120,120,120); font-size: 12px; margin-top: -15px;\">inputs</div><div style='display: inline; text-align: center;'\n", 404 " ><div style='display: none; color: #999; padding-top: 0px; font-size: 12px;'>0.0</div\n", 405 " ><div id='_tp_ljzrwgfganbhsqkqdlbg_ind_0'\n", 406 " style='display: inline; background: rgba(230.2941176470614, 26.505882352939775, 102.59215686274348, 0.0); border-radius: 3px; padding: 0px'\n", 407 " onclick=\"\n", 408 " if (this.previousSibling.style.display == 'none') {\n", 409 " this.previousSibling.style.display = 'block';\n", 410 " this.parentNode.style.display = 'inline-block';\n", 411 " } else {\n", 412 " this.previousSibling.style.display = 'none';\n", 413 " this.parentNode.style.display = 'inline';\n", 414 " }\"\n", 415 " onmouseover=\"document.getElementById('_fb_ljzrwgfganbhsqkqdlbg_ind_0').style.opacity = 1; document.getElementById('_fs_ljzrwgfganbhsqkqdlbg_ind_0').style.opacity = 1;\"\n", 416 " onmouseout=\"document.getElementById('_fb_ljzrwgfganbhsqkqdlbg_ind_0').style.opacity = 0; document.getElementById('_fs_ljzrwgfganbhsqkqdlbg_ind_0').style.opacity = 0;\"\n", 417 " ></div></div><div style='display: inline; text-align: center;'\n", 418 " ><div style='display: none; color: #999; padding-top: 0px; font-size: 12px;'>0.059</div\n", 419 " ><div id='_tp_ljzrwgfganbhsqkqdlbg_ind_1'\n", 420 " style='display: inline; background: rgba(255.0, 13.0, 87.0, 0.306318082788671); border-radius: 3px; padding: 0px'\n", 421 " onclick=\"\n", 422 " if (this.previousSibling.style.display == 'none') {\n", 423 " this.previousSibling.style.display = 'block';\n", 424 " this.parentNode.style.display = 'inline-block';\n", 425 " } else {\n", 426 " this.previousSibling.style.display = 'none';\n", 427 " this.parentNode.style.display = 'inline';\n", 428 " }\"\n", 429 " onmouseover=\"document.getElementById('_fb_ljzrwgfganbhsqkqdlbg_ind_1').style.opacity = 1; document.getElementById('_fs_ljzrwgfganbhsqkqdlbg_ind_1').style.opacity = 1;\"\n", 430 " onmouseout=\"document.getElementById('_fb_ljzrwgfganbhsqkqdlbg_ind_1').style.opacity = 0; document.getElementById('_fs_ljzrwgfganbhsqkqdlbg_ind_1').style.opacity = 0;\"\n", 431 " >Dodgers </div></div><div style='display: inline; text-align: center;'\n", 432 " ><div style='display: none; color: #999; padding-top: 0px; font-size: 12px;'>0.143</div\n", 433 " ><div id='_tp_ljzrwgfganbhsqkqdlbg_ind_2'\n", 434 " style='display: inline; background: rgba(255.0, 13.0, 87.0, 0.7477520301049713); border-radius: 3px; padding: 0px'\n", 435 " onclick=\"\n", 436 " if (this.previousSibling.style.display == 'none') {\n", 437 " this.previousSibling.style.display = 'block';\n", 438 " this.parentNode.style.display = 'inline-block';\n", 439 " } else {\n", 440 " this.previousSibling.style.display = 'none';\n", 441 " this.parentNode.style.display = 'inline';\n", 442 " }\"\n", 443 " onmouseover=\"document.getElementById('_fb_ljzrwgfganbhsqkqdlbg_ind_2').style.opacity = 1; document.getElementById('_fs_ljzrwgfganbhsqkqdlbg_ind_2').style.opacity = 1;\"\n", 444 " onmouseout=\"document.getElementById('_fb_ljzrwgfganbhsqkqdlbg_ind_2').style.opacity = 0; document.getElementById('_fs_ljzrwgfganbhsqkqdlbg_ind_2').style.opacity = 0;\"\n", 445 " >lose </div></div><div style='display: inline; text-align: center;'\n", 446 " ><div style='display: none; color: #999; padding-top: 0px; font-size: 12px;'>0.051</div\n", 447 " ><div id='_tp_ljzrwgfganbhsqkqdlbg_ind_3'\n", 448 " style='display: inline; background: rgba(255.0, 13.0, 87.0, 0.26690433749257286); border-radius: 3px; padding: 0px'\n", 449 " onclick=\"\n", 450 " if (this.previousSibling.style.display == 'none') {\n", 451 " this.previousSibling.style.display = 'block';\n", 452 " this.parentNode.style.display = 'inline-block';\n", 453 " } else {\n", 454 " this.previousSibling.style.display = 'none';\n", 455 " this.parentNode.style.display = 'inline';\n", 456 " }\"\n", 457 " onmouseover=\"document.getElementById('_fb_ljzrwgfganbhsqkqdlbg_ind_3').style.opacity = 1; document.getElementById('_fs_ljzrwgfganbhsqkqdlbg_ind_3').style.opacity = 1;\"\n", 458 " onmouseout=\"document.getElementById('_fb_ljzrwgfganbhsqkqdlbg_ind_3').style.opacity = 0; document.getElementById('_fs_ljzrwgfganbhsqkqdlbg_ind_3').style.opacity = 0;\"\n", 459 " >again</div></div><div style='display: inline; text-align: center;'\n", 460 " ><div style='display: none; color: #999; padding-top: 0px; font-size: 12px;'>0.054</div\n", 461 " ><div id='_tp_ljzrwgfganbhsqkqdlbg_ind_4'\n", 462 " style='display: inline; background: rgba(255.0, 13.0, 87.0, 0.2747870865517925); border-radius: 3px; padding: 0px'\n", 463 " onclick=\"\n", 464 " if (this.previousSibling.style.display == 'none') {\n", 465 " this.previousSibling.style.display = 'block';\n", 466 " this.parentNode.style.display = 'inline-block';\n", 467 " } else {\n", 468 " this.previousSibling.style.display = 'none';\n", 469 " this.parentNode.style.display = 'inline';\n", 470 " }\"\n", 471 " onmouseover=\"document.getElementById('_fb_ljzrwgfganbhsqkqdlbg_ind_4').style.opacity = 1; document.getElementById('_fs_ljzrwgfganbhsqkqdlbg_ind_4').style.opacity = 1;\"\n", 472 " onmouseout=\"document.getElementById('_fb_ljzrwgfganbhsqkqdlbg_ind_4').style.opacity = 0; document.getElementById('_fs_ljzrwgfganbhsqkqdlbg_ind_4').style.opacity = 0;\"\n", 473 " >, </div></div><div style='display: inline; text-align: center;'\n", 474 " ><div style='display: none; color: #999; padding-top: 0px; font-size: 12px;'>-0.021</div\n", 475 " ><div id='_tp_ljzrwgfganbhsqkqdlbg_ind_5'\n", 476 " style='display: inline; background: rgba(30.0, 136.0, 229.0, 0.10136660724896014); border-radius: 3px; padding: 0px'\n", 477 " onclick=\"\n", 478 " if (this.previousSibling.style.display == 'none') {\n", 479 " this.previousSibling.style.display = 'block';\n", 480 " this.parentNode.style.display = 'inline-block';\n", 481 " } else {\n", 482 " this.previousSibling.style.display = 'none';\n", 483 " this.parentNode.style.display = 'inline';\n", 484 " }\"\n", 485 " onmouseover=\"document.getElementById('_fb_ljzrwgfganbhsqkqdlbg_ind_5').style.opacity = 1; document.getElementById('_fs_ljzrwgfganbhsqkqdlbg_ind_5').style.opacity = 1;\"\n", 486 " onmouseout=\"document.getElementById('_fb_ljzrwgfganbhsqkqdlbg_ind_5').style.opacity = 0; document.getElementById('_fs_ljzrwgfganbhsqkqdlbg_ind_5').style.opacity = 0;\"\n", 487 " >give </div></div><div style='display: inline; text-align: center;'\n", 488 " ><div style='display: none; color: #999; padding-top: 0px; font-size: 12px;'>0.082</div\n", 489 " ><div id='_tp_ljzrwgfganbhsqkqdlbg_ind_6'\n", 490 " style='display: inline; background: rgba(255.0, 13.0, 87.0, 0.4245593186769657); border-radius: 3px; padding: 0px'\n", 491 " onclick=\"\n", 492 " if (this.previousSibling.style.display == 'none') {\n", 493 " this.previousSibling.style.display = 'block';\n", 494 " this.parentNode.style.display = 'inline-block';\n", 495 " } else {\n", 496 " this.previousSibling.style.display = 'none';\n", 497 " this.parentNode.style.display = 'inline';\n", 498 " }\"\n", 499 " onmouseover=\"document.getElementById('_fb_ljzrwgfganbhsqkqdlbg_ind_6').style.opacity = 1; document.getElementById('_fs_ljzrwgfganbhsqkqdlbg_ind_6').style.opacity = 1;\"\n", 500 " onmouseout=\"document.getElementById('_fb_ljzrwgfganbhsqkqdlbg_ind_6').style.opacity = 0; document.getElementById('_fs_ljzrwgfganbhsqkqdlbg_ind_6').style.opacity = 0;\"\n", 501 " >up </div></div><div style='display: inline; text-align: center;'\n", 502 " ><div style='display: none; color: #999; padding-top: 0px; font-size: 12px;'>-0.018</div\n", 503 " ><div id='_tp_ljzrwgfganbhsqkqdlbg_ind_7'\n", 504 " style='display: inline; background: rgba(30.0, 136.0, 229.0, 0.08560110913052085); border-radius: 3px; padding: 0px'\n", 505 " onclick=\"\n", 506 " if (this.previousSibling.style.display == 'none') {\n", 507 " this.previousSibling.style.display = 'block';\n", 508 " this.parentNode.style.display = 'inline-block';\n", 509 " } else {\n", 510 " this.previousSibling.style.display = 'none';\n", 511 " this.parentNode.style.display = 'inline';\n", 512 " }\"\n", 513 " onmouseover=\"document.getElementById('_fb_ljzrwgfganbhsqkqdlbg_ind_7').style.opacity = 1; document.getElementById('_fs_ljzrwgfganbhsqkqdlbg_ind_7').style.opacity = 1;\"\n", 514 " onmouseout=\"document.getElementById('_fb_ljzrwgfganbhsqkqdlbg_ind_7').style.opacity = 0; document.getElementById('_fs_ljzrwgfganbhsqkqdlbg_ind_7').style.opacity = 0;\"\n", 515 " >3 </div></div><div style='display: inline; text-align: center;'\n", 516 " ><div style='display: none; color: #999; padding-top: 0px; font-size: 12px;'>0.009</div\n", 517 " ><div id='_tp_ljzrwgfganbhsqkqdlbg_ind_8'\n", 518 " style='display: inline; background: rgba(255.0, 13.0, 87.0, 0.04618736383442265); border-radius: 3px; padding: 0px'\n", 519 " onclick=\"\n", 520 " if (this.previousSibling.style.display == 'none') {\n", 521 " this.previousSibling.style.display = 'block';\n", 522 " this.parentNode.style.display = 'inline-block';\n", 523 " } else {\n", 524 " this.previousSibling.style.display = 'none';\n", 525 " this.parentNode.style.display = 'inline';\n", 526 " }\"\n", 527 " onmouseover=\"document.getElementById('_fb_ljzrwgfganbhsqkqdlbg_ind_8').style.opacity = 1; document.getElementById('_fs_ljzrwgfganbhsqkqdlbg_ind_8').style.opacity = 1;\"\n", 528 " onmouseout=\"document.getElementById('_fb_ljzrwgfganbhsqkqdlbg_ind_8').style.opacity = 0; document.getElementById('_fs_ljzrwgfganbhsqkqdlbg_ind_8').style.opacity = 0;\"\n", 529 " >HR</div></div><div style='display: inline; text-align: center;'\n", 530 " ><div style='display: none; color: #999; padding-top: 0px; font-size: 12px;'>0.007</div\n", 531 " ><div id='_tp_ljzrwgfganbhsqkqdlbg_ind_9'\n", 532 " style='display: inline; background: rgba(255.0, 13.0, 87.0, 0.030421865715983164); border-radius: 3px; padding: 0px'\n", 533 " onclick=\"\n", 534 " if (this.previousSibling.style.display == 'none') {\n", 535 " this.previousSibling.style.display = 'block';\n", 536 " this.parentNode.style.display = 'inline-block';\n", 537 " } else {\n", 538 " this.previousSibling.style.display = 'none';\n", 539 " this.parentNode.style.display = 'inline';\n", 540 " }\"\n", 541 " onmouseover=\"document.getElementById('_fb_ljzrwgfganbhsqkqdlbg_ind_9').style.opacity = 1; document.getElementById('_fs_ljzrwgfganbhsqkqdlbg_ind_9').style.opacity = 1;\"\n", 542 " onmouseout=\"document.getElementById('_fb_ljzrwgfganbhsqkqdlbg_ind_9').style.opacity = 0; document.getElementById('_fs_ljzrwgfganbhsqkqdlbg_ind_9').style.opacity = 0;\"\n", 543 " >s </div></div><div style='display: inline; text-align: center;'\n", 544 " ><div style='display: none; color: #999; padding-top: 0px; font-size: 12px;'>-0.009</div\n", 545 " ><div id='_tp_ljzrwgfganbhsqkqdlbg_ind_10'\n", 546 " style='display: inline; background: rgba(30.0, 136.0, 229.0, 0.04618736383442258); border-radius: 3px; padding: 0px'\n", 547 " onclick=\"\n", 548 " if (this.previousSibling.style.display == 'none') {\n", 549 " this.previousSibling.style.display = 'block';\n", 550 " this.parentNode.style.display = 'inline-block';\n", 551 " } else {\n", 552 " this.previousSibling.style.display = 'none';\n", 553 " this.parentNode.style.display = 'inline';\n", 554 " }\"\n", 555 " onmouseover=\"document.getElementById('_fb_ljzrwgfganbhsqkqdlbg_ind_10').style.opacity = 1; document.getElementById('_fs_ljzrwgfganbhsqkqdlbg_ind_10').style.opacity = 1;\"\n", 556 " onmouseout=\"document.getElementById('_fb_ljzrwgfganbhsqkqdlbg_ind_10').style.opacity = 0; document.getElementById('_fs_ljzrwgfganbhsqkqdlbg_ind_10').style.opacity = 0;\"\n", 557 " >in </div></div><div style='display: inline; text-align: center;'\n", 558 " ><div style='display: none; color: #999; padding-top: 0px; font-size: 12px;'>0.017</div\n", 559 " ><div id='_tp_ljzrwgfganbhsqkqdlbg_ind_11'\n", 560 " style='display: inline; background: rgba(255.0, 13.0, 87.0, 0.08560110913052081); border-radius: 3px; padding: 0px'\n", 561 " onclick=\"\n", 562 " if (this.previousSibling.style.display == 'none') {\n", 563 " this.previousSibling.style.display = 'block';\n", 564 " this.parentNode.style.display = 'inline-block';\n", 565 " } else {\n", 566 " this.previousSibling.style.display = 'none';\n", 567 " this.parentNode.style.display = 'inline';\n", 568 " }\"\n", 569 " onmouseover=\"document.getElementById('_fb_ljzrwgfganbhsqkqdlbg_ind_11').style.opacity = 1; document.getElementById('_fs_ljzrwgfganbhsqkqdlbg_ind_11').style.opacity = 1;\"\n", 570 " onmouseout=\"document.getElementById('_fb_ljzrwgfganbhsqkqdlbg_ind_11').style.opacity = 0; document.getElementById('_fs_ljzrwgfganbhsqkqdlbg_ind_11').style.opacity = 0;\"\n", 571 " >a </div></div><div style='display: inline; text-align: center;'\n", 572 " ><div style='display: none; color: #999; padding-top: 0px; font-size: 12px;'>0.192</div\n", 573 " ><div id='_tp_ljzrwgfganbhsqkqdlbg_ind_12'\n", 574 " style='display: inline; background: rgba(255.0, 13.0, 87.0, 1.0); border-radius: 3px; padding: 0px'\n", 575 " onclick=\"\n", 576 " if (this.previousSibling.style.display == 'none') {\n", 577 " this.previousSibling.style.display = 'block';\n", 578 " this.parentNode.style.display = 'inline-block';\n", 579 " } else {\n", 580 " this.previousSibling.style.display = 'none';\n", 581 " this.parentNode.style.display = 'inline';\n", 582 " }\"\n", 583 " onmouseover=\"document.getElementById('_fb_ljzrwgfganbhsqkqdlbg_ind_12').style.opacity = 1; document.getElementById('_fs_ljzrwgfganbhsqkqdlbg_ind_12').style.opacity = 1;\"\n", 584 " onmouseout=\"document.getElementById('_fb_ljzrwgfganbhsqkqdlbg_ind_12').style.opacity = 0; document.getElementById('_fs_ljzrwgfganbhsqkqdlbg_ind_12').style.opacity = 0;\"\n", 585 " >loss </div></div><div style='display: inline; text-align: center;'\n", 586 " ><div style='display: none; color: #999; padding-top: 0px; font-size: 12px;'>-0.012</div\n", 587 " ><div id='_tp_ljzrwgfganbhsqkqdlbg_ind_13'\n", 588 " style='display: inline; background: rgba(30.0, 136.0, 229.0, 0.05407011289364222); border-radius: 3px; padding: 0px'\n", 589 " onclick=\"\n", 590 " if (this.previousSibling.style.display == 'none') {\n", 591 " this.previousSibling.style.display = 'block';\n", 592 " this.parentNode.style.display = 'inline-block';\n", 593 " } else {\n", 594 " this.previousSibling.style.display = 'none';\n", 595 " this.parentNode.style.display = 'inline';\n", 596 " }\"\n", 597 " onmouseover=\"document.getElementById('_fb_ljzrwgfganbhsqkqdlbg_ind_13').style.opacity = 1; document.getElementById('_fs_ljzrwgfganbhsqkqdlbg_ind_13').style.opacity = 1;\"\n", 598 " onmouseout=\"document.getElementById('_fb_ljzrwgfganbhsqkqdlbg_ind_13').style.opacity = 0; document.getElementById('_fs_ljzrwgfganbhsqkqdlbg_ind_13').style.opacity = 0;\"\n", 599 " >to </div></div><div style='display: inline; text-align: center;'\n", 600 " ><div style='display: none; color: #999; padding-top: 0px; font-size: 12px;'>-0.02</div\n", 601 " ><div id='_tp_ljzrwgfganbhsqkqdlbg_ind_14'\n", 602 " style='display: inline; background: rgba(30.0, 136.0, 229.0, 0.10136660724896014); border-radius: 3px; padding: 0px'\n", 603 " onclick=\"\n", 604 " if (this.previousSibling.style.display == 'none') {\n", 605 " this.previousSibling.style.display = 'block';\n", 606 " this.parentNode.style.display = 'inline-block';\n", 607 " } else {\n", 608 " this.previousSibling.style.display = 'none';\n", 609 " this.parentNode.style.display = 'inline';\n", 610 " }\"\n", 611 " onmouseover=\"document.getElementById('_fb_ljzrwgfganbhsqkqdlbg_ind_14').style.opacity = 1; document.getElementById('_fs_ljzrwgfganbhsqkqdlbg_ind_14').style.opacity = 1;\"\n", 612 " onmouseout=\"document.getElementById('_fb_ljzrwgfganbhsqkqdlbg_ind_14').style.opacity = 0; document.getElementById('_fs_ljzrwgfganbhsqkqdlbg_ind_14').style.opacity = 0;\"\n", 613 " >the </div></div><div style='display: inline; text-align: center;'\n", 614 " ><div style='display: none; color: #999; padding-top: 0px; font-size: 12px;'>-0.108</div\n", 615 " ><div id='_tp_ljzrwgfganbhsqkqdlbg_ind_15'\n", 616 " style='display: inline; background: rgba(30.0, 136.0, 229.0, 0.5664488017429193); border-radius: 3px; padding: 0px'\n", 617 " onclick=\"\n", 618 " if (this.previousSibling.style.display == 'none') {\n", 619 " this.previousSibling.style.display = 'block';\n", 620 " this.parentNode.style.display = 'inline-block';\n", 621 " } else {\n", 622 " this.previousSibling.style.display = 'none';\n", 623 " this.parentNode.style.display = 'inline';\n", 624 " }\"\n", 625 " onmouseover=\"document.getElementById('_fb_ljzrwgfganbhsqkqdlbg_ind_15').style.opacity = 1; document.getElementById('_fs_ljzrwgfganbhsqkqdlbg_ind_15').style.opacity = 1;\"\n", 626 " onmouseout=\"document.getElementById('_fb_ljzrwgfganbhsqkqdlbg_ind_15').style.opacity = 0; document.getElementById('_fs_ljzrwgfganbhsqkqdlbg_ind_15').style.opacity = 0;\"\n", 627 " >Giants</div></div><div style='display: inline; text-align: center;'\n", 628 " ><div style='display: none; color: #999; padding-top: 0px; font-size: 12px;'>-0.0</div\n", 629 " ><div id='_tp_ljzrwgfganbhsqkqdlbg_ind_16'\n", 630 " style='display: inline; background: rgba(54.70588235294111, 122.49411764705886, 213.40784313725496, 0.0); border-radius: 3px; padding: 0px'\n", 631 " 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8 -9 l -6 18 L 8 25\" fill=\"none\" style=\"stroke:rgb(208, 230, 250);stroke-width:2\" /> </svg></g><rect x=\"85.14307262331612%\" y=\"40\" height=\"20\" width=\"2.710719093657673%\" onmouseover=\"document.getElementById('_tp_sfqushepnctlrhspmunt_ind_8').style.textDecoration = 'underline';document.getElementById('_fs_sfqushepnctlrhspmunt_ind_8').style.opacity = 1;document.getElementById('_fb_sfqushepnctlrhspmunt_ind_8').style.opacity = 1;\" onmouseout=\"document.getElementById('_tp_sfqushepnctlrhspmunt_ind_8').style.textDecoration = 'none';document.getElementById('_fs_sfqushepnctlrhspmunt_ind_8').style.opacity = 0;document.getElementById('_fb_sfqushepnctlrhspmunt_ind_8').style.opacity = 0;\" style=\"fill:rgb(0,0,0,0)\" /><g transform=\"translate(-6.0,0)\"> <svg x=\"90.40558164948712%\" y=\"40\" height=\"18\" overflow=\"visible\" width=\"30\"> <path d=\"M 8 -9 l -6 18 L 8 25\" fill=\"none\" style=\"stroke:rgb(208, 230, 250);stroke-width:2\" /> </svg></g><rect x=\"87.85379171697379%\" y=\"40\" height=\"20\" width=\"2.55178993251333%\" onmouseover=\"document.getElementById('_tp_sfqushepnctlrhspmunt_ind_9').style.textDecoration = 'underline';document.getElementById('_fs_sfqushepnctlrhspmunt_ind_9').style.opacity = 1;document.getElementById('_fb_sfqushepnctlrhspmunt_ind_9').style.opacity = 1;\" onmouseout=\"document.getElementById('_tp_sfqushepnctlrhspmunt_ind_9').style.textDecoration = 'none';document.getElementById('_fs_sfqushepnctlrhspmunt_ind_9').style.opacity = 0;document.getElementById('_fb_sfqushepnctlrhspmunt_ind_9').style.opacity = 0;\" style=\"fill:rgb(0,0,0,0)\" /><rect x=\"90.40558164948712%\" y=\"40\" height=\"20\" width=\"1.2610845351756694%\" onmouseover=\"document.getElementById('_tp_sfqushepnctlrhspmunt_ind_13').style.textDecoration = 'underline';document.getElementById('_fs_sfqushepnctlrhspmunt_ind_13').style.opacity = 1;document.getElementById('_fb_sfqushepnctlrhspmunt_ind_13').style.opacity = 1;\" onmouseout=\"document.getElementById('_tp_sfqushepnctlrhspmunt_ind_13').style.textDecoration = 'none';document.getElementById('_fs_sfqushepnctlrhspmunt_ind_13').style.opacity = 0;document.getElementById('_fb_sfqushepnctlrhspmunt_ind_13').style.opacity = 0;\" style=\"fill:rgb(0,0,0,0)\" /></svg><div align='center'><div style=\"color: rgb(120,120,120); font-size: 12px; margin-top: -15px;\">inputs</div><div style='display: inline; text-align: center;'\n", 671 " ><div style='display: none; color: #999; padding-top: 0px; font-size: 12px;'>0.0</div\n", 672 " ><div id='_tp_sfqushepnctlrhspmunt_ind_0'\n", 673 " style='display: inline; background: rgba(230.2941176470614, 26.505882352939775, 102.59215686274348, 0.0); border-radius: 3px; padding: 0px'\n", 674 " onclick=\"\n", 675 " if (this.previousSibling.style.display == 'none') {\n", 676 " this.previousSibling.style.display = 'block';\n", 677 " this.parentNode.style.display = 'inline-block';\n", 678 " } else {\n", 679 " this.previousSibling.style.display = 'none';\n", 680 " this.parentNode.style.display = 'inline';\n", 681 " }\"\n", 682 " onmouseover=\"document.getElementById('_fb_sfqushepnctlrhspmunt_ind_0').style.opacity = 1; document.getElementById('_fs_sfqushepnctlrhspmunt_ind_0').style.opacity = 1;\"\n", 683 " onmouseout=\"document.getElementById('_fb_sfqushepnctlrhspmunt_ind_0').style.opacity = 0; document.getElementById('_fs_sfqushepnctlrhspmunt_ind_0').style.opacity = 0;\"\n", 684 " ></div></div><div style='display: inline; text-align: center;'\n", 685 " ><div style='display: none; color: #999; padding-top: 0px; font-size: 12px;'>0.199</div\n", 686 " ><div id='_tp_sfqushepnctlrhspmunt_ind_1'\n", 687 " style='display: inline; background: rgba(255.0, 13.0, 87.0, 0.5033868092691621); border-radius: 3px; padding: 0px'\n", 688 " onclick=\"\n", 689 " if (this.previousSibling.style.display == 'none') {\n", 690 " this.previousSibling.style.display = 'block';\n", 691 " this.parentNode.style.display = 'inline-block';\n", 692 " } else {\n", 693 " this.previousSibling.style.display = 'none';\n", 694 " this.parentNode.style.display = 'inline';\n", 695 " }\"\n", 696 " onmouseover=\"document.getElementById('_fb_sfqushepnctlrhspmunt_ind_1').style.opacity = 1; document.getElementById('_fs_sfqushepnctlrhspmunt_ind_1').style.opacity = 1;\"\n", 697 " onmouseout=\"document.getElementById('_fb_sfqushepnctlrhspmunt_ind_1').style.opacity = 0; document.getElementById('_fs_sfqushepnctlrhspmunt_ind_1').style.opacity = 0;\"\n", 698 " >Massive </div></div><div style='display: inline; text-align: center;'\n", 699 " ><div style='display: none; color: #999; padding-top: 0px; font-size: 12px;'>-0.121</div\n", 700 " ><div id='_tp_sfqushepnctlrhspmunt_ind_2'\n", 701 " style='display: inline; background: rgba(30.0, 136.0, 229.0, 0.30631808278867095); border-radius: 3px; padding: 0px'\n", 702 " onclick=\"\n", 703 " if (this.previousSibling.style.display == 'none') {\n", 704 " this.previousSibling.style.display = 'block';\n", 705 " this.parentNode.style.display = 'inline-block';\n", 706 " } else {\n", 707 " this.previousSibling.style.display = 'none';\n", 708 " this.parentNode.style.display = 'inline';\n", 709 " }\"\n", 710 " onmouseover=\"document.getElementById('_fb_sfqushepnctlrhspmunt_ind_2').style.opacity = 1; document.getElementById('_fs_sfqushepnctlrhspmunt_ind_2').style.opacity = 1;\"\n", 711 " onmouseout=\"document.getElementById('_fb_sfqushepnctlrhspmunt_ind_2').style.opacity = 0; document.getElementById('_fs_sfqushepnctlrhspmunt_ind_2').style.opacity = 0;\"\n", 712 " >dun</div></div><div style='display: inline; text-align: center;'\n", 713 " ><div style='display: none; color: #999; padding-top: 0px; font-size: 12px;'>-0.392</div\n", 714 " ><div id='_tp_sfqushepnctlrhspmunt_ind_3'\n", 715 " style='display: inline; background: rgba(30.0, 136.0, 229.0, 1.0); border-radius: 3px; padding: 0px'\n", 716 " onclick=\"\n", 717 " if (this.previousSibling.style.display == 'none') {\n", 718 " this.previousSibling.style.display = 'block';\n", 719 " this.parentNode.style.display = 'inline-block';\n", 720 " } else {\n", 721 " this.previousSibling.style.display = 'none';\n", 722 " this.parentNode.style.display = 'inline';\n", 723 " }\"\n", 724 " onmouseover=\"document.getElementById('_fb_sfqushepnctlrhspmunt_ind_3').style.opacity = 1; document.getElementById('_fs_sfqushepnctlrhspmunt_ind_3').style.opacity = 1;\"\n", 725 " onmouseout=\"document.getElementById('_fb_sfqushepnctlrhspmunt_ind_3').style.opacity = 0; document.getElementById('_fs_sfqushepnctlrhspmunt_ind_3').style.opacity = 0;\"\n", 726 " >k</div></div><div style='display: inline; text-align: center;'\n", 727 " ><div style='display: none; color: #999; padding-top: 0px; font-size: 12px;'>0.045</div\n", 728 " ><div id='_tp_sfqushepnctlrhspmunt_ind_4'\n", 729 " style='display: inline; background: rgba(255.0, 13.0, 87.0, 0.10924935630817992); border-radius: 3px; padding: 0px'\n", 730 " onclick=\"\n", 731 " if (this.previousSibling.style.display == 'none') {\n", 732 " this.previousSibling.style.display = 'block';\n", 733 " this.parentNode.style.display = 'inline-block';\n", 734 " } else {\n", 735 " this.previousSibling.style.display = 'none';\n", 736 " this.parentNode.style.display = 'inline';\n", 737 " }\"\n", 738 " onmouseover=\"document.getElementById('_fb_sfqushepnctlrhspmunt_ind_4').style.opacity = 1; document.getElementById('_fs_sfqushepnctlrhspmunt_ind_4').style.opacity = 1;\"\n", 739 " onmouseout=\"document.getElementById('_fb_sfqushepnctlrhspmunt_ind_4').style.opacity = 0; document.getElementById('_fs_sfqushepnctlrhspmunt_ind_4').style.opacity = 0;\"\n", 740 " >!</div></div><div style='display: inline; text-align: center;'\n", 741 " ><div style='display: none; color: #999; padding-top: 0px; font-size: 12px;'>0.024</div\n", 742 " ><div id='_tp_sfqushepnctlrhspmunt_ind_5'\n", 743 " style='display: inline; background: rgba(255.0, 13.0, 87.0, 0.05407011289364243); border-radius: 3px; padding: 0px'\n", 744 " onclick=\"\n", 745 " if (this.previousSibling.style.display == 'none') {\n", 746 " this.previousSibling.style.display = 'block';\n", 747 " this.parentNode.style.display = 'inline-block';\n", 748 " } else {\n", 749 " this.previousSibling.style.display = 'none';\n", 750 " this.parentNode.style.display = 'inline';\n", 751 " }\"\n", 752 " onmouseover=\"document.getElementById('_fb_sfqushepnctlrhspmunt_ind_5').style.opacity = 1; document.getElementById('_fs_sfqushepnctlrhspmunt_ind_5').style.opacity = 1;\"\n", 753 " onmouseout=\"document.getElementById('_fb_sfqushepnctlrhspmunt_ind_5').style.opacity = 0; document.getElementById('_fs_sfqushepnctlrhspmunt_ind_5').style.opacity = 0;\"\n", 754 " >!</div></div><div style='display: inline; text-align: center;'\n", 755 " ><div style='display: none; color: #999; padding-top: 0px; font-size: 12px;'>0.029</div\n", 756 " ><div id='_tp_sfqushepnctlrhspmunt_ind_6'\n", 757 " style='display: inline; background: rgba(255.0, 13.0, 87.0, 0.06983561101208159); border-radius: 3px; padding: 0px'\n", 758 " onclick=\"\n", 759 " if (this.previousSibling.style.display == 'none') {\n", 760 " this.previousSibling.style.display = 'block';\n", 761 " this.parentNode.style.display = 'inline-block';\n", 762 " } else {\n", 763 " this.previousSibling.style.display = 'none';\n", 764 " this.parentNode.style.display = 'inline';\n", 765 " }\"\n", 766 " onmouseover=\"document.getElementById('_fb_sfqushepnctlrhspmunt_ind_6').style.opacity = 1; document.getElementById('_fs_sfqushepnctlrhspmunt_ind_6').style.opacity = 1;\"\n", 767 " onmouseout=\"document.getElementById('_fb_sfqushepnctlrhspmunt_ind_6').style.opacity = 0; document.getElementById('_fs_sfqushepnctlrhspmunt_ind_6').style.opacity = 0;\"\n", 768 " >! </div></div><div style='display: inline; text-align: center;'\n", 769 " ><div style='display: none; color: #999; padding-top: 0px; font-size: 12px;'>-0.118</div\n", 770 " ><div id='_tp_sfqushepnctlrhspmunt_ind_7'\n", 771 " style='display: inline; background: rgba(30.0, 136.0, 229.0, 0.2984353337294513); border-radius: 3px; padding: 0px'\n", 772 " onclick=\"\n", 773 " if (this.previousSibling.style.display == 'none') {\n", 774 " this.previousSibling.style.display = 'block';\n", 775 " this.parentNode.style.display = 'inline-block';\n", 776 " } else {\n", 777 " this.previousSibling.style.display = 'none';\n", 778 " this.parentNode.style.display = 'inline';\n", 779 " }\"\n", 780 " onmouseover=\"document.getElementById('_fb_sfqushepnctlrhspmunt_ind_7').style.opacity = 1; document.getElementById('_fs_sfqushepnctlrhspmunt_ind_7').style.opacity = 1;\"\n", 781 " onmouseout=\"document.getElementById('_fb_sfqushepnctlrhspmunt_ind_7').style.opacity = 0; document.getElementById('_fs_sfqushepnctlrhspmunt_ind_7').style.opacity = 0;\"\n", 782 " >they </div></div><div style='display: inline; text-align: center;'\n", 783 " ><div style='display: none; color: #999; padding-top: 0px; font-size: 12px;'>-0.052</div\n", 784 " ><div id='_tp_sfqushepnctlrhspmunt_ind_8'\n", 785 " style='display: inline; background: rgba(30.0, 136.0, 229.0, 0.12501485442661905); border-radius: 3px; padding: 0px'\n", 786 " onclick=\"\n", 787 " if (this.previousSibling.style.display == 'none') {\n", 788 " this.previousSibling.style.display = 'block';\n", 789 " this.parentNode.style.display = 'inline-block';\n", 790 " } else {\n", 791 " this.previousSibling.style.display = 'none';\n", 792 " this.parentNode.style.display = 'inline';\n", 793 " }\"\n", 794 " onmouseover=\"document.getElementById('_fb_sfqushepnctlrhspmunt_ind_8').style.opacity = 1; document.getElementById('_fs_sfqushepnctlrhspmunt_ind_8').style.opacity = 1;\"\n", 795 " onmouseout=\"document.getElementById('_fb_sfqushepnctlrhspmunt_ind_8').style.opacity = 0; document.getElementById('_fs_sfqushepnctlrhspmunt_ind_8').style.opacity = 0;\"\n", 796 " >are </div></div><div style='display: inline; text-align: center;'\n", 797 " ><div style='display: none; color: #999; padding-top: 0px; font-size: 12px;'>-0.049</div\n", 798 " ><div id='_tp_sfqushepnctlrhspmunt_ind_9'\n", 799 " style='display: inline; background: rgba(30.0, 136.0, 229.0, 0.11713210536739943); border-radius: 3px; padding: 0px'\n", 800 " onclick=\"\n", 801 " if (this.previousSibling.style.display == 'none') {\n", 802 " this.previousSibling.style.display = 'block';\n", 803 " this.parentNode.style.display = 'inline-block';\n", 804 " } else {\n", 805 " this.previousSibling.style.display = 'none';\n", 806 " this.parentNode.style.display = 'inline';\n", 807 " }\"\n", 808 " onmouseover=\"document.getElementById('_fb_sfqushepnctlrhspmunt_ind_9').style.opacity = 1; document.getElementById('_fs_sfqushepnctlrhspmunt_ind_9').style.opacity = 1;\"\n", 809 " onmouseout=\"document.getElementById('_fb_sfqushepnctlrhspmunt_ind_9').style.opacity = 0; document.getElementById('_fs_sfqushepnctlrhspmunt_ind_9').style.opacity = 0;\"\n", 810 " >now </div></div><div style='display: inline; text-align: center;'\n", 811 " ><div style='display: none; color: #999; padding-top: 0px; font-size: 12px;'>-0.184</div\n", 812 " ><div id='_tp_sfqushepnctlrhspmunt_ind_10'\n", 813 " style='display: inline; background: rgba(30.0, 136.0, 229.0, 0.47185581303228363); border-radius: 3px; padding: 0px'\n", 814 " onclick=\"\n", 815 " if (this.previousSibling.style.display == 'none') {\n", 816 " this.previousSibling.style.display = 'block';\n", 817 " this.parentNode.style.display = 'inline-block';\n", 818 " } else {\n", 819 " this.previousSibling.style.display = 'none';\n", 820 " this.parentNode.style.display = 'inline';\n", 821 " }\"\n", 822 " onmouseover=\"document.getElementById('_fb_sfqushepnctlrhspmunt_ind_10').style.opacity = 1; document.getElementById('_fs_sfqushepnctlrhspmunt_ind_10').style.opacity = 1;\"\n", 823 " onmouseout=\"document.getElementById('_fb_sfqushepnctlrhspmunt_ind_10').style.opacity = 0; document.getElementById('_fs_sfqushepnctlrhspmunt_ind_10').style.opacity = 0;\"\n", 824 " >up </div></div><div style='display: inline; text-align: center;'\n", 825 " ><div style='display: none; color: #999; padding-top: 0px; font-size: 12px;'>0.025</div\n", 826 " ><div id='_tp_sfqushepnctlrhspmunt_ind_11'\n", 827 " style='display: inline; background: rgba(255.0, 13.0, 87.0, 0.06195286195286207); border-radius: 3px; padding: 0px'\n", 828 " onclick=\"\n", 829 " if (this.previousSibling.style.display == 'none') {\n", 830 " this.previousSibling.style.display = 'block';\n", 831 " this.parentNode.style.display = 'inline-block';\n", 832 " } else {\n", 833 " this.previousSibling.style.display = 'none';\n", 834 " this.parentNode.style.display = 'inline';\n", 835 " }\"\n", 836 " onmouseover=\"document.getElementById('_fb_sfqushepnctlrhspmunt_ind_11').style.opacity = 1; document.getElementById('_fs_sfqushepnctlrhspmunt_ind_11').style.opacity = 1;\"\n", 837 " onmouseout=\"document.getElementById('_fb_sfqushepnctlrhspmunt_ind_11').style.opacity = 0; document.getElementById('_fs_sfqushepnctlrhspmunt_ind_11').style.opacity = 0;\"\n", 838 " >by </div></div><div style='display: inline; text-align: center;'\n", 839 " ><div style='display: none; color: #999; padding-top: 0px; font-size: 12px;'>0.016</div\n", 840 " ><div id='_tp_sfqushepnctlrhspmunt_ind_12'\n", 841 " style='display: inline; background: rgba(255.0, 13.0, 87.0, 0.03830461477520289); border-radius: 3px; padding: 0px'\n", 842 " onclick=\"\n", 843 " if (this.previousSibling.style.display == 'none') {\n", 844 " this.previousSibling.style.display = 'block';\n", 845 " this.parentNode.style.display = 'inline-block';\n", 846 " } else {\n", 847 " this.previousSibling.style.display = 'none';\n", 848 " this.parentNode.style.display = 'inline';\n", 849 " }\"\n", 850 " onmouseover=\"document.getElementById('_fb_sfqushepnctlrhspmunt_ind_12').style.opacity = 1; document.getElementById('_fs_sfqushepnctlrhspmunt_ind_12').style.opacity = 1;\"\n", 851 " onmouseout=\"document.getElementById('_fb_sfqushepnctlrhspmunt_ind_12').style.opacity = 0; document.getElementById('_fs_sfqushepnctlrhspmunt_ind_12').style.opacity = 0;\"\n", 852 " >15 </div></div><div style='display: inline; text-align: center;'\n", 853 " ><div style='display: none; color: #999; padding-top: 0px; font-size: 12px;'>-0.024</div\n", 854 " ><div id='_tp_sfqushepnctlrhspmunt_ind_13'\n", 855 " style='display: inline; background: rgba(30.0, 136.0, 229.0, 0.05407011289364222); border-radius: 3px; padding: 0px'\n", 856 " onclick=\"\n", 857 " if (this.previousSibling.style.display == 'none') {\n", 858 " this.previousSibling.style.display = 'block';\n", 859 " this.parentNode.style.display = 'inline-block';\n", 860 " } else {\n", 861 " this.previousSibling.style.display = 'none';\n", 862 " this.parentNode.style.display = 'inline';\n", 863 " }\"\n", 864 " onmouseover=\"document.getElementById('_fb_sfqushepnctlrhspmunt_ind_13').style.opacity = 1; document.getElementById('_fs_sfqushepnctlrhspmunt_ind_13').style.opacity = 1;\"\n", 865 " onmouseout=\"document.getElementById('_fb_sfqushepnctlrhspmunt_ind_13').style.opacity = 0; document.getElementById('_fs_sfqushepnctlrhspmunt_ind_13').style.opacity = 0;\"\n", 866 " >with </div></div><div style='display: inline; text-align: center;'\n", 867 " ><div style='display: none; color: #999; padding-top: 0px; font-size: 12px;'>0.007</div\n", 868 " ><div id='_tp_sfqushepnctlrhspmunt_ind_14'\n", 869 " style='display: inline; background: rgba(255.0, 13.0, 87.0, 0.014656367597544035); border-radius: 3px; padding: 0px'\n", 870 " onclick=\"\n", 871 " if (this.previousSibling.style.display == 'none') {\n", 872 " this.previousSibling.style.display = 'block';\n", 873 " this.parentNode.style.display = 'inline-block';\n", 874 " } else {\n", 875 " this.previousSibling.style.display = 'none';\n", 876 " this.parentNode.style.display = 'inline';\n", 877 " }\"\n", 878 " onmouseover=\"document.getElementById('_fb_sfqushepnctlrhspmunt_ind_14').style.opacity = 1; document.getElementById('_fs_sfqushepnctlrhspmunt_ind_14').style.opacity = 1;\"\n", 879 " onmouseout=\"document.getElementById('_fb_sfqushepnctlrhspmunt_ind_14').style.opacity = 0; document.getElementById('_fs_sfqushepnctlrhspmunt_ind_14').style.opacity = 0;\"\n", 880 " >2 </div></div><div style='display: inline; text-align: center;'\n", 881 " ><div style='display: none; color: #999; padding-top: 0px; font-size: 12px;'>0.171</div\n", 882 " ><div id='_tp_sfqushepnctlrhspmunt_ind_15'\n", 883 " style='display: inline; background: rgba(255.0, 13.0, 87.0, 0.43244206773618543); border-radius: 3px; padding: 0px'\n", 884 " onclick=\"\n", 885 " if (this.previousSibling.style.display == 'none') {\n", 886 " this.previousSibling.style.display = 'block';\n", 887 " this.parentNode.style.display = 'inline-block';\n", 888 " } else {\n", 889 " this.previousSibling.style.display = 'none';\n", 890 " this.parentNode.style.display = 'inline';\n", 891 " }\"\n", 892 " onmouseover=\"document.getElementById('_fb_sfqushepnctlrhspmunt_ind_15').style.opacity = 1; document.getElementById('_fs_sfqushepnctlrhspmunt_ind_15').style.opacity = 1;\"\n", 893 " onmouseout=\"document.getElementById('_fb_sfqushepnctlrhspmunt_ind_15').style.opacity = 0; document.getElementById('_fs_sfqushepnctlrhspmunt_ind_15').style.opacity = 0;\"\n", 894 " >minutes </div></div><div style='display: inline; text-align: center;'\n", 895 " ><div style='display: none; color: #999; padding-top: 0px; font-size: 12px;'>0.008</div\n", 896 " ><div id='_tp_sfqushepnctlrhspmunt_ind_16'\n", 897 " style='display: inline; background: rgba(255.0, 13.0, 87.0, 0.014656367597544035); border-radius: 3px; padding: 0px'\n", 898 " onclick=\"\n", 899 " if (this.previousSibling.style.display == 'none') {\n", 900 " this.previousSibling.style.display = 'block';\n", 901 " this.parentNode.style.display = 'inline-block';\n", 902 " } else {\n", 903 " this.previousSibling.style.display = 'none';\n", 904 " this.parentNode.style.display = 'inline';\n", 905 " }\"\n", 906 " onmouseover=\"document.getElementById('_fb_sfqushepnctlrhspmunt_ind_16').style.opacity = 1; document.getElementById('_fs_sfqushepnctlrhspmunt_ind_16').style.opacity = 1;\"\n", 907 " onmouseout=\"document.getElementById('_fb_sfqushepnctlrhspmunt_ind_16').style.opacity = 0; document.getElementById('_fs_sfqushepnctlrhspmunt_ind_16').style.opacity = 0;\"\n", 908 " >to </div></div><div style='display: inline; text-align: center;'\n", 909 " ><div style='display: none; color: #999; padding-top: 0px; font-size: 12px;'>-0.123</div\n", 910 " ><div id='_tp_sfqushepnctlrhspmunt_ind_17'\n", 911 " style='display: inline; background: rgba(30.0, 136.0, 229.0, 0.30631808278867095); border-radius: 3px; padding: 0px'\n", 912 " onclick=\"\n", 913 " if (this.previousSibling.style.display == 'none') {\n", 914 " this.previousSibling.style.display = 'block';\n", 915 " this.parentNode.style.display = 'inline-block';\n", 916 " } else {\n", 917 " this.previousSibling.style.display = 'none';\n", 918 " this.parentNode.style.display = 'inline';\n", 919 " }\"\n", 920 " onmouseover=\"document.getElementById('_fb_sfqushepnctlrhspmunt_ind_17').style.opacity = 1; document.getElementById('_fs_sfqushepnctlrhspmunt_ind_17').style.opacity = 1;\"\n", 921 " onmouseout=\"document.getElementById('_fb_sfqushepnctlrhspmunt_ind_17').style.opacity = 0; document.getElementById('_fs_sfqushepnctlrhspmunt_ind_17').style.opacity = 0;\"\n", 922 " >go</div></div><div style='display: inline; text-align: center;'\n", 923 " ><div style='display: none; color: #999; padding-top: 0px; font-size: 12px;'>0.0</div\n", 924 " ><div id='_tp_sfqushepnctlrhspmunt_ind_18'\n", 925 " style='display: inline; background: rgba(230.2941176470614, 26.505882352939775, 102.59215686274348, 0.0); border-radius: 3px; padding: 0px'\n", 926 " onclick=\"\n", 927 " if (this.previousSibling.style.display == 'none') {\n", 928 " this.previousSibling.style.display = 'block';\n", 929 " this.parentNode.style.display = 'inline-block';\n", 930 " } else {\n", 931 " this.previousSibling.style.display = 'none';\n", 932 " this.parentNode.style.display = 'inline';\n", 933 " }\"\n", 934 " onmouseover=\"document.getElementById('_fb_sfqushepnctlrhspmunt_ind_18').style.opacity = 1; document.getElementById('_fs_sfqushepnctlrhspmunt_ind_18').style.opacity = 1;\"\n", 935 " onmouseout=\"document.getElementById('_fb_sfqushepnctlrhspmunt_ind_18').style.opacity = 0; document.getElementById('_fs_sfqushepnctlrhspmunt_ind_18').style.opacity = 0;\"\n", 936 " ></div></div></div>" 937 ] 938 }, 939 "metadata": {} 940 } 941 ] 942 }, 943 { 944 "cell_type": "markdown", 945 "source": [ 946 "The [SHAP documentation](https://shap.readthedocs.io/en/latest/text_examples.html) provides a great list of additional examples for translation, text generation, summarization, translation and question-answering.\n", 947 "\n", 948 "The SHAP library is pretty 🔥🔥🔥 Check it out for more!" 949 ], 950 "metadata": { 951 "id": "8atTIz37iP9Q" 952 } 953 }, 954 { 955 "cell_type": "markdown", 956 "source": [ 957 "# Wrapping up\n", 958 "\n", 959 "This notebook briefly introduced model explainability. There is a lot of work in this area, expect a number of different methods to become available. Model explainability helps users gain a level of trust in model predictions. It also helps debug why a model is making a decision, which can potentially drive how to fine-tune a model to make better predictions. \n", 960 "\n", 961 "Keep an eye on this important area over the coming months!\n" 962 ], 963 "metadata": { 964 "id": "YujdAMlGh0qT" 965 } 966 } 967 ] 968 }